End-to-End Learning of Joint Geometric and Probabilistic Constellation Shaping

被引：0
|
作者：
Aref, Vahid [1 ]
Chagnon, Mathieu [1 ]
机构：
[1] Nokia, Magirusstr 8, D-70469 Stuttgart, Germany
来源：
2022 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION (OFC) | 2022年
关键词：
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
We present a novel autoencoder-based learning of joint geometric and probabilistic constellation shaping for coded-modulation systems. It can maximize either the mutual information (for symbol-metric decoding) or the generalized mutual information (for bit-metric decoding). (C) 2022 The Author(s)
引用
收藏
页数：3
相关论文
共 50 条
  • [31] Joint Learning of Probabilistic and Geometric Shaping for Coded Modulation Systems
    Aoudia, Faycal Ait
    Hoydis, Jakob
    2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [32] Joint Bayesian guided metric learning for end-to-end face verification
    Chen, Di
    Xu, Chunyan
    Yang, Jian
    Qian, Jianjun
    Zheng, Yuhui
    Shen, Linlin
    NEUROCOMPUTING, 2018, 275 : 560 - 567
  • [33] END-TO-END JOINT LEARNING OF NATURAL LANGUAGE UNDERSTANDING AND DIALOGUE MANAGER
    Yang, Xuesong
    Chen, Yun-Nung
    Hakkani-Tur, Dilek
    Crook, Paul
    Li, Xiujun
    Gao, Jianfeng
    Deng, Li
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 5690 - 5694
  • [34] End-to-end deep learning for a flexible coherent PON with user-specific constellation optimization
    Xing, Sizhe
    Li, Zhongya
    Huang, Changle
    Li, Guoqiang
    Sun, Aolong
    Yan, An
    Shen, Wangwei
    Shi, Jianyang
    Li, Ziwei
    Shen, Chao
    Chi, Nan
    Zhang, Junwen
    JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2024, 16 (01) : 59 - 70
  • [35] End-to-End Incremental Learning
    Castro, Francisco M.
    Marin-Jimenez, Manuel J.
    Guil, Nicolas
    Schmid, Cordelia
    Alahari, Karteek
    COMPUTER VISION - ECCV 2018, PT XII, 2018, 11216 : 241 - 257
  • [36] END-TO-END CROWD COUNTING VIA JOINT LEARNING LOCAL AND GLOBAL COUNT
    Shang, Chong
    Ai, Haizhou
    Bai, Bo
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2016, : 1215 - 1219
  • [37] End-to-end learning for joint depth and image reconstruction from diffracted rotation
    Mel, Mazen
    Siddiqui, Muhammad
    Zanuttigh, Pietro
    VISUAL COMPUTER, 2024, 40 (09): : 5961 - 5977
  • [38] End-to-End Learning for Joint Image Demosaicing, Denoising and Super-Resolution
    Xing, Wenzhu
    Egiazarian, Karen
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 3506 - 3515
  • [39] End-to-End Probabilistic Inference for Nonstationary Audio Analysis
    Wilkinson, William J.
    Andersen, Michael Riis
    Reiss, Joshua D.
    Stowell, Dan
    Solin, Arno
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 97, 2019, 97
  • [40] JOINT ENDPOINTING AND DECODING WITH END-TO-END MODELS
    Chang, Shuo-Yiin
    Prabhavalkar, Rohit
    He, Yanzhang
    Sainath, Tara N.
    Simko, Gabor
    2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, : 5626 - 5630
12345